Time Series Classification on PenDigits

Metric: Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	GP-Sig	0.955	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
2	SNLST	0.954	No	Seq2Tens: An Efficient Representation of Sequenc...	2020-06-12	Code
3	GP-LSTM	0.953	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
4	FCN-SNLST	0.953	No	Seq2Tens: An Efficient Representation of Sequenc...	2020-06-12	Code
5	GP-GRU	0.951	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
6	GP-KConv1D	0.946	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
7	GP-Sig-LSTM	0.928	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code
8	GP-Sig-GRU	0.902	No	Bayesian Learning from Sequential Data using Gau...	2019-06-19	Code

#1GP-SigSOTA
0.955
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#2SNLST
0.954
Accuracy· 2020-06-12
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections Code
#3GP-LSTM
0.953
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#4FCN-SNLST
0.953
Accuracy· 2020-06-12
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections Code
#5GP-GRU
0.951
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#6GP-KConv1D
0.946
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#7GP-Sig-LSTM
0.928
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code
#8GP-Sig-GRU
0.902
Accuracy· 2019-06-19
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Code